{
 "cells": [
  {
   "cell_type": "markdown",
   "source": [
    "#### line 线图: 强调连续性\n",
    "- seaborn.relplot(kind='line'): figure-level\n",
    "- seaborn.lineplot(): axes-level"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 271116 entries, 0 to 271115\n",
      "Data columns (total 17 columns):\n",
      " #   Column  Non-Null Count   Dtype  \n",
      "---  ------  --------------   -----  \n",
      " 0   ID      271116 non-null  int64  \n",
      " 1   Name    271116 non-null  object \n",
      " 2   Sex     271116 non-null  object \n",
      " 3   Age     261642 non-null  float64\n",
      " 4   Height  210945 non-null  float64\n",
      " 5   Weight  208241 non-null  float64\n",
      " 6   Team    271116 non-null  object \n",
      " 7   NOC     271116 non-null  object \n",
      " 8   Games   271116 non-null  object \n",
      " 9   Year    271116 non-null  int64  \n",
      " 10  Season  271116 non-null  object \n",
      " 11  City    271116 non-null  object \n",
      " 12  Sport   271116 non-null  object \n",
      " 13  Event   271116 non-null  object \n",
      " 14  Medal   39783 non-null   object \n",
      " 15  region  270746 non-null  object \n",
      " 16  notes   5039 non-null    object \n",
      "dtypes: float64(3), int64(2), object(12)\n",
      "memory usage: 37.2+ MB\n"
     ]
    }
   ],
   "source": [
    "df1 = pd.read_csv('./input/athlete_events.csv')\n",
    "df2 = pd.read_csv('./input/noc_regions.csv')\n",
    "df = pd.merge(\n",
    "    df1, df2,\n",
    "    on='NOC',\n",
    "    how='left',\n",
    "    validate='m:1')\n",
    "df.info()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "outputs": [],
   "source": [
    "sns.set(\n",
    "    context='talk',  # paper, notebook, talk, poster\n",
    "    style='whitegrid',  # darkgrid, whitegrid, dark, white, ticks\n",
    "    palette='muted',  # deep,muted,bright,pastel,dark,colorblind,hls,husl,cm\n",
    "    rc={\n",
    "        'figure.figsize': [8, 6]\n",
    "    }\n",
    ")"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "outputs": [
    {
     "data": {
      "text/plain": "<matplotlib.axes._subplots.AxesSubplot at 0x7f8d6b90c310>"
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 576x432 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 身高随着年的变化情况\n",
    "# 分组，求均值，再进行排序，图像中间是均值，虚线表示置信区间\n",
    "sns.lineplot(\n",
    "    x='Year',\n",
    "    y='Height',\n",
    "    data=df\n",
    ")"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "outputs": [
    {
     "data": {
      "text/plain": "<matplotlib.axes._subplots.AxesSubplot at 0x7f8d6d3576d0>"
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 576x432 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.lineplot(\n",
    "    x='Year',\n",
    "    y='Height',\n",
    "    data=df,\n",
    "    hue='Season'\n",
    ")\n"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "outputs": [
    {
     "data": {
      "text/plain": "<matplotlib.axes._subplots.AxesSubplot at 0x7f8d6d342e90>"
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 576x432 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.lineplot(\n",
    "    x='Year',\n",
    "    y='Height',\n",
    "    data=df,\n",
    "    hue='Season',\n",
    "    style='Sex'\n",
    ")"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "outputs": [
    {
     "data": {
      "text/plain": "<seaborn.axisgrid.FacetGrid at 0x7f8d6d366650>"
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 662.025x360 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.relplot(\n",
    "    kind='line',\n",
    "    x='Year',\n",
    "    y='Height',\n",
    "    data=df,\n",
    "    hue='Season',\n",
    "    style='Sex',\n",
    "    aspect=1.5\n",
    ")"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [
    "\n"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  }
 ],
 "metadata": {
  "kernelspec": {
   "name": "python3",
   "language": "python",
   "display_name": "Python 3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "3.7.6-final"
  },
  "pycharm": {
   "stem_cell": {
    "cell_type": "raw",
    "source": [],
    "metadata": {
     "collapsed": false
    }
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}